SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2201–2225 of 2974 papers

TitleStatusHype
Knowledge Graph Embeddings in Geometric Algebras—0
Knowledge Graph Embedding via Graph Attenuated Attention Networks—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Knowledge Graph Embedding with Multiple Relation Projections—0
Knowledge Graph Embedding with Numeric Attributes of Entities—0
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning—0
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness—0
Knowledge Graph Enhanced Language Agents for Recommendation—0
Knowledge Graph Enhanced Large Language Model Editing—0
Knowledge graph enhanced recommender system—0
Knowledge-Enhanced Relation Extraction Dataset—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Extension by Entity Type Recognition—0
Knowledge Graph for NLG in the context of conversational agents—0
Knowledge Graph Guided Semantic Evaluation of Language Models For User Trust—0
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction—0
Knowledge Graph Papers @ ICLR 2021—0
Knowledge Graph Quality Evaluation under Incomplete Information—0
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—0
Knowledge Graph Representation for Political Information Sources—0
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions—0
Knowledge Graph Representation with Jointly Structural and Textual Encoding—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Knowledge Graphs and Machine Learning in biased C4I applications—0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified